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README.md

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 # Model Card for OpenBezoar-HH-RLHF-DPO
 
-The OpenBezoar-HH-RLHF-DPO is an LLM that has been fine tuned for human preferences alignment using [Direct Preference Optimization (DPO)](https://arxiv.org/abs/2305.18290), on top of [OpenBezoar-HH-RLHF-SFT](https://huggingface.co/SurgeGlobal/OpenBezoar-HH-RLHF-SFT) model on a subset of [Anthropic's HH-RLHF Dataset](https://huggingface.co/datasets/Anthropic/hh-rlhf).
+The OpenBezoar-HH-RLHF-DPO is an LLM that has been fine tuned for human preferences alignment using Direct Preference Optimization (DPO), on top of [OpenBezoar-HH-RLHF-SFT](https://huggingface.co/SurgeGlobal/OpenBezoar-HH-RLHF-SFT) model on a subset of [Anthropic's HH-RLHF Dataset](https://huggingface.co/datasets/Anthropic/hh-rlhf).
 
 ## Model Details
 
@@ -21,7 +21,7 @@ The OpenBezoar-HH-RLHF-DPO is an LLM that has been fine tuned for human preferen
 
 ### Model Description
 
-OpenBezoar-HH-RLHF-SFT is an LLM that is built upon the OpenLLaMA 3B v2 architecture. This model has been fine-tuned for human preferences alignment using [DPO](https://arxiv.org/abs/2305.18290). Alignment has been performed on top of the [OpenBezoar-HH-RLHF-SFT](https://huggingface.co/SurgeGlobal/OpenBezoar-HH-RLHF-SFT) model. For more information please refer to our paper.
+OpenBezoar-HH-RLHF-SFT is an LLM that is built upon the OpenLLaMA 3B v2 architecture. This model has been fine-tuned for human preferences alignment using DPO. Alignment has been performed on top of the [OpenBezoar-HH-RLHF-SFT](https://huggingface.co/SurgeGlobal/OpenBezoar-HH-RLHF-SFT) model. For more information please refer to our paper.
 
 ### Model Sources